04/14/21 - 22:41

Dataset statistics

Number of variables	22
Number of observations	828782
Missing cells	2599782
Missing cells (%)	14.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	192.9 MiB
Average record size in memory	244.0 B

Variable types

NUM	15
CAT	4
UNSUPPORTED	3

Warnings

`operation_car` has constant value "828782"	Constant
`operation_date` has a high cardinality: 21883 distinct values	High cardinality
`operation_st_esr` is highly correlated with `index_train`	High correlation
`index_train` is highly correlated with `operation_st_esr`	High correlation
`adm` has 828782 (100.0%) missing values	Missing
`danger` has 828782 (100.0%) missing values	Missing
`gruz` has 8386 (1.0%) missing values	Missing
`rod_train` has 46070 (5.6%) missing values	Missing
`tare_weight` has 828782 (100.0%) missing values	Missing
`weight_brutto` has 45731 (5.5%) missing values	Missing
`ssp_station_id` is highly skewed (γ1 = 123.3751596)	Skewed
`df_index` has unique values	Unique
`adm` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`danger` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`tare_weight` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`receiver` has 103858 (12.5%) zeros	Zeros
`sender` has 95858 (11.6%) zeros	Zeros

Reproduction

Analysis started	2021-04-14 19:41:58.391910
Analysis finished	2021-04-14 19:45:25.626611
Duration	3 minutes and 27.23 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	828782
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2069137.017
Minimum	6
Maximum	4189911
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	6
5-th percentile	204218.3
Q1	1040135.5
median	2029278
Q3	3075855.5
95-th percentile	4021362.85
Maximum	4189911
Range	4189905
Interquartile range (IQR)	2035720

Descriptive statistics

Standard deviation	1206481.986
Coefficient of variation (CV)	0.5830846271
Kurtosis	-1.160196735
Mean	2069137.017
Median Absolute Deviation (MAD)	1013957.5
Skewness	0.06034024923
Sum	1.714863515e+12
Variance	1.455598783e+12
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4098	1	< 0.1%
2845635	1	< 0.1%
576439	1	< 0.1%
570296	1	< 0.1%
572345	1	< 0.1%
568251	1	< 0.1%
2659260	1	< 0.1%
2661309	1	< 0.1%
2655166	1	< 0.1%
2847680	1	< 0.1%
2849729	1	< 0.1%
2843586	1	< 0.1%
2839492	1	< 0.1%
668648	1	< 0.1%
2837447	1	< 0.1%
2823116	1	< 0.1%
723919	1	< 0.1%
2882513	1	< 0.1%
2874325	1	< 0.1%
2862043	1	< 0.1%
2851806	1	< 0.1%
2782176	1	< 0.1%
687073	1	< 0.1%
2778082	1	< 0.1%
574390	1	< 0.1%
Other values (828757)	828757	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	1	< 0.1%
7	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
21	1	< 0.1%
24	1	< 0.1%
33	1	< 0.1%
37	1	< 0.1%
55	1	< 0.1%
56	1	< 0.1%

Value	Count	Frequency (%)
4189911	1	< 0.1%
4189910	1	< 0.1%
4189909	1	< 0.1%
4189907	1	< 0.1%
4189903	1	< 0.1%
4189900	1	< 0.1%
4189897	1	< 0.1%
4189888	1	< 0.1%
4189883	1	< 0.1%
4189880	1	< 0.1%

index_train
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	28686
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.122461062e+14
Minimum	1.04001941e+11
Maximum	9.98100944e+14
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	1.04001941e+11
5-th percentile	8.417039369e+14
Q1	8.647056599e+14
median	9.11605421e+14
Q3	9.54704897e+14
95-th percentile	9.85906854e+14
Maximum	9.98100944e+14
Range	9.979969421e+14
Interquartile range (IQR)	8.999923709e+13

Descriptive statistics

Standard deviation	5.16135871e+13
Coefficient of variation (CV)	0.05657857759
Kurtosis	21.05474671
Mean	9.122461062e+14
Median Absolute Deviation (MAD)	4.679640817e+13
Skewness	-1.40690022
Sum	7.560531524e+20
Variance	2.663962373e+27
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.62201245e+14	670	0.1%
8.622019499e+14	501	0.1%
8.401096399e+14	355	< 0.1%
8.622014681e+14	345	< 0.1%
9.859068149e+14	336	< 0.1%
9.8590689e+14	329	< 0.1%
9.859068329e+14	316	< 0.1%
9.245018559e+14	288	< 0.1%
8.713041092e+14	284	< 0.1%
8.315040978e+14	280	< 0.1%
8.719063418e+14	272	< 0.1%
8.614069349e+14	272	< 0.1%
8.628030039e+14	272	< 0.1%
8.649023809e+14	268	< 0.1%
8.63806341e+14	260	< 0.1%
9.54704897e+14	260	< 0.1%
8.72504582e+14	257	< 0.1%
8.746030929e+14	252	< 0.1%
9.85906844e+14	249	< 0.1%
9.85906895e+14	248	< 0.1%
9.369030572e+14	248	< 0.1%
9.845024369e+14	246	< 0.1%
9.85906008e+14	245	< 0.1%
8.336034238e+14	237	< 0.1%
8.315040478e+14	234	< 0.1%
Other values (28661)	821258	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.04001941e+11	1	< 0.1%
1.090500295e+13	1	< 0.1%
1.540004499e+13	1	< 0.1%
1.540005295e+13	2	< 0.1%
1.540005395e+13	2	< 0.1%
3.300431497e+13	1	< 0.1%
3.300476593e+13	2	< 0.1%
3.690500899e+13	34	< 0.1%
6.000158698e+13	31	< 0.1%
6.000159598e+13	4	< 0.1%

Value	Count	Frequency (%)
9.98100944e+14	2	< 0.1%
9.98100943e+14	10	< 0.1%
9.98100942e+14	7	< 0.1%
9.9810094e+14	7	< 0.1%
9.98100939e+14	10	< 0.1%
9.98100938e+14	3	< 0.1%
9.98100022e+14	3	< 0.1%
9.9810002e+14	8	< 0.1%
9.98100018e+14	9	< 0.1%
9.98100017e+14	3	< 0.1%

length
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.03947307
Minimum	0.7
Maximum	2.6
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	0.7
5-th percentile	0.87
Q1	1
median	1
Q3	1
95-th percentile	1.59
Maximum	2.6
Range	1.9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1998735484
Coefficient of variation (CV)	0.1922835273
Kurtosis	8.976522469
Mean	1.03947307
Median Absolute Deviation (MAD)	0
Skewness	2.986348406
Sum	861496.57
Variance	0.03994943536
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	529503	63.9%
0.87	92876	11.2%
1.06	79207	9.6%
0.83	17895	2.2%
1.82	17118	2.1%
1.85	12300	1.5%
1.41	10814	1.3%
0.85	9607	1.2%
1.05	8327	1.0%
1.22	7596	0.9%
1.36	6755	0.8%
1.83	4713	0.6%
0.79	3790	0.5%
1.01	3611	0.4%
0.86	3233	0.4%
1.11	2885	0.3%
1.6	2298	0.3%
1.27	2000	0.2%
1.32	1854	0.2%
1.03	1409	0.2%
1.35	1239	0.1%
1.89	891	0.1%
1.77	877	0.1%
1.67	861	0.1%
1.31	679	0.1%
Other values (48)	6444	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.7	3	< 0.1%
0.78	21	< 0.1%
0.79	3790	0.5%
0.82	12	< 0.1%
0.83	17895	2.2%
0.85	9607	1.2%
0.86	3233	0.4%
0.87	92876	11.2%
0.88	9	< 0.1%
0.9	388	< 0.1%

Value	Count	Frequency (%)
2.6	1	< 0.1%
2.13	56	< 0.1%
1.93	5	< 0.1%
1.92	320	< 0.1%
1.89	891	0.1%
1.85	12300	1.5%
1.84	127	< 0.1%
1.83	4713	0.6%
1.82	17118	2.1%
1.81	1	< 0.1%

car_number
Real number (ℝ_≥0)

Distinct	379108
Distinct (%)	45.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	59707244.2
Minimum	20023164
Maximum	98099997
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	20023164
5-th percentile	34147554.3
Q1	53563920
median	58697339
Q3	63141584
95-th percentile	94277423
Maximum	98099997
Range	78076833
Interquartile range (IQR)	9577664

Descriptive statistics

Standard deviation	13646097.57
Coefficient of variation (CV)	0.2285501158
Kurtosis	1.900152491
Mean	59707244.2
Median Absolute Deviation (MAD)	4774189
Skewness	0.8157092536
Sum	4.948428926e+13
Variance	1.86215979e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55864821	52	< 0.1%
55822928	49	< 0.1%
55927537	49	< 0.1%
55701130	48	< 0.1%
55822944	47	< 0.1%
55626428	47	< 0.1%
55864227	44	< 0.1%
32020406	42	< 0.1%
55924526	40	< 0.1%
44606663	40	< 0.1%
32020463	38	< 0.1%
34165936	38	< 0.1%
55864466	38	< 0.1%
55864409	37	< 0.1%
32020257	37	< 0.1%
55954689	37	< 0.1%
34164475	37	< 0.1%
55997936	37	< 0.1%
55952550	37	< 0.1%
32020315	37	< 0.1%
55864847	37	< 0.1%
55954481	36	< 0.1%
55954358	36	< 0.1%
55997951	36	< 0.1%
55832158	36	< 0.1%
Other values (379083)	827770	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20023164	1	< 0.1%
20356879	1	< 0.1%
21082482	1	< 0.1%
21094370	1	< 0.1%
21136163	6	< 0.1%
21136429	6	< 0.1%
21136445	1	< 0.1%
21137609	2	< 0.1%
21138474	4	< 0.1%
21139175	4	< 0.1%

Value	Count	Frequency (%)
98099997	2	< 0.1%
98099989	2	< 0.1%
98099971	2	< 0.1%
98099963	2	< 0.1%
98099955	2	< 0.1%
98099948	2	< 0.1%
98099930	2	< 0.1%
98099922	2	< 0.1%
98099914	2	< 0.1%
98099906	2	< 0.1%

destination_esr
Real number (ℝ_≥0)

Distinct	1894
Distinct (%)	0.2%
Missing	5420
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%

Mean	812924.1917
Minimum	10002
Maximum	998100
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	10002
5-th percentile	76404
Q1	860206
median	887603
Q3	944702
95-th percentile	986103
Maximum	998100
Range	988098
Interquartile range (IQR)	84496

Descriptive statistics

Standard deviation	250954.9079
Coefficient of variation (CV)	0.3087064088
Kurtosis	3.658859912
Mean	812924.1917
Median Absolute Deviation (MAD)	48501
Skewness	-2.22903076
Sum	6.693308883e+11
Variance	6.297836578e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
986103	28605	3.5%
967808	27105	3.3%
76404	22960	2.8%
947005	21740	2.6%
862108	20936	2.5%
864902	17415	2.1%
861406	15209	1.8%
863007	13718	1.7%
864809	13573	1.6%
937906	13049	1.6%
864207	12352	1.5%
932207	11667	1.4%
862201	10223	1.2%
911605	9138	1.1%
989309	8995	1.1%
887603	8559	1.0%
887904	8294	1.0%
860206	8250	1.0%
883809	7393	0.9%
893106	7367	0.9%
984700	7204	0.9%
985702	6902	0.8%
18502	6737	0.8%
987801	6581	0.8%
881408	6275	0.8%
Other values (1869)	503115	60.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10002	9	< 0.1%
10303	27	< 0.1%
11306	1	< 0.1%
11804	9	< 0.1%
13000	1	< 0.1%
14906	192	< 0.1%
15400	12	< 0.1%
15701	403	< 0.1%
15805	1	< 0.1%
16009	546	0.1%

Value	Count	Frequency (%)
998100	108	< 0.1%
997502	38	< 0.1%
997108	1	< 0.1%
996904	178	< 0.1%
996800	1	< 0.1%
996603	24	< 0.1%
996302	40	< 0.1%
995808	19	< 0.1%
995507	148	< 0.1%
995403	72	< 0.1%

adm
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	828782
Missing (%)	100.0%
Memory size	6.3 MiB

danger
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	828782
Missing (%)	100.0%
Memory size	6.3 MiB

gruz
Real number (ℝ_≥0)

MISSING

Distinct	900
Distinct (%)	0.1%
Missing	8386
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	192001.8636
Minimum	3009
Maximum	999993
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	3009
5-th percentile	3009
Q1	161043
median	161128
Q3	221066
95-th percentile	421034
Maximum	999993
Range	996984
Interquartile range (IQR)	60023

Descriptive statistics

Standard deviation	108975.9307
Coefficient of variation (CV)	0.5675774631
Kurtosis	7.442694572
Mean	192001.8636
Median Absolute Deviation (MAD)	9902
Skewness	1.884757103
Sum	1.575175609e+11
Variance	1.187575347e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
161128	150400	18.1%
161096	57035	6.9%
3009	52249	6.3%
161043	45438	5.5%
161113	36037	4.3%
161185	35561	4.3%
141092	29121	3.5%
236038	24799	3.0%
214039	21659	2.6%
161170	21142	2.6%
161016	17838	2.2%
91118	17229	2.1%
421034	16241	2.0%
211056	15524	1.9%
161132	13038	1.6%
81188	11946	1.4%
321067	11859	1.4%
161147	11585	1.4%
232431	10532	1.3%
221066	9640	1.2%
281048	9520	1.1%
321029	8089	1.0%
221136	8038	1.0%
171030	6872	0.8%
214043	6851	0.8%
Other values (875)	172153	20.8%
(Missing)	8386	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3009	52249	6.3%
11005	2149	0.3%
11132	1	< 0.1%
12008	5	< 0.1%
13000	129	< 0.1%
14003	232	< 0.1%
15006	77	< 0.1%
16009	17	< 0.1%
17035	24	< 0.1%
18019	29	< 0.1%

Value	Count	Frequency (%)
999993	775	0.1%
999902	10	< 0.1%
989399	7	< 0.1%
974816	5	< 0.1%
953716	3	< 0.1%
953237	11	< 0.1%
952798	12	< 0.1%
950879	2	< 0.1%
940716	2	< 0.1%
921190	2	< 0.1%

loaded
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.3 MiB

1	457635
2	371147

Value	Count	Frequency (%)
1	457635	55.2%
2	371147	44.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	828782	33.3%
0	828782	33.3%
1	457635	18.4%
2	371147	14.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1657564	66.7%
Other Punctuation	828782	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	828782	50.0%
1	457635	27.6%
2	371147	22.4%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	828782	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2486346	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
.	828782	33.3%
0	828782	33.3%
1	457635	18.4%
2	371147	14.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2486346	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	828782	33.3%
0	828782	33.3%
1	457635	18.4%
2	371147	14.9%

operation_car
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.3 MiB

4	828782

Value	Count	Frequency (%)
4	828782	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	3
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
4	828782	33.3%
.	828782	33.3%
0	828782	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1657564	66.7%
Other Punctuation	828782	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
4	828782	50.0%
0	828782	50.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	828782	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2486346	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
4	828782	33.3%
.	828782	33.3%
0	828782	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2486346	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
4	828782	33.3%
.	828782	33.3%
0	828782	33.3%

operation_date
Categorical

HIGH CARDINALITY

Distinct	21883
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	6.3 MiB

2020-07-16 17:30:00	299
2020-07-24 22:25:00	298
2020-07-28 20:30:00	288
2020-07-21 22:30:00	285
2020-07-21 18:06:00	280
Other values (21878)	827332

Common Values
Overview

Value	Count	Frequency (%)
2020-07-16 17:30:00	299	< 0.1%
2020-07-24 22:25:00	298	< 0.1%
2020-07-28 20:30:00	288	< 0.1%
2020-07-21 22:30:00	285	< 0.1%
2020-07-21 18:06:00	280	< 0.1%
2020-07-26 00:18:00	275	< 0.1%
2020-07-29 10:05:00	272	< 0.1%
2020-07-16 12:50:00	270	< 0.1%
2020-07-25 00:31:00	268	< 0.1%
2020-07-24 20:10:00	266	< 0.1%
2020-07-18 21:01:00	264	< 0.1%
2020-07-18 17:21:00	263	< 0.1%
2020-07-17 17:00:00	262	< 0.1%
2020-07-26 08:14:00	258	< 0.1%
2020-07-24 18:01:00	258	< 0.1%
2020-07-23 17:12:00	257	< 0.1%
2020-07-31 18:45:00	254	< 0.1%
2020-07-16 16:00:00	254	< 0.1%
2020-07-18 08:30:00	253	< 0.1%
2020-07-19 07:05:00	253	< 0.1%
2020-07-27 20:40:00	251	< 0.1%
2020-07-22 20:00:00	251	< 0.1%
2020-07-19 17:00:00	249	< 0.1%
2020-07-24 18:41:00	249	< 0.1%
2020-07-27 09:00:00	249	< 0.1%
Other values (21858)	822156	99.2%

Frequencies of value counts

Unique

Unique	2433 ?
Unique (%)	0.3%

Histogram of lengths of the category

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	4 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	5048244	32.1%
2	2551694	16.2%
-	1657564	10.5%
:	1657564	10.5%
7	1080865	6.9%
1	1064464	6.8%
	828782	5.3%
3	407325	2.6%
5	376756	2.4%
4	319580	2.0%
8	256174	1.6%
6	255407	1.6%
9	242439	1.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11602948	73.7%
Dash Punctuation	1657564	10.5%
Other Punctuation	1657564	10.5%
Space Separator	828782	5.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	5048244	43.5%
2	2551694	22.0%
7	1080865	9.3%
1	1064464	9.2%
3	407325	3.5%
5	376756	3.2%
4	319580	2.8%
8	256174	2.2%
6	255407	2.2%
9	242439	2.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	1657564	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	828782	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
:	1657564	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	15746858	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	5048244	32.1%
2	2551694	16.2%
-	1657564	10.5%
:	1657564	10.5%
7	1080865	6.9%
1	1064464	6.8%
	828782	5.3%
3	407325	2.6%
5	376756	2.4%
4	319580	2.0%
8	256174	1.6%
6	255407	1.6%
9	242439	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15746858	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	5048244	32.1%
2	2551694	16.2%
-	1657564	10.5%
:	1657564	10.5%
7	1080865	6.9%
1	1064464	6.8%
	828782	5.3%
3	407325	2.6%
5	376756	2.4%
4	319580	2.0%
8	256174	1.6%
6	255407	1.6%
9	242439	1.5%

operation_st_esr
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	673
Distinct (%)	0.1%
Missing	55
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	912890.7759
Minimum	830003
Maximum	998100
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	830003
5-th percentile	842301
Q1	864705
median	911605
Q3	955406
95-th percentile	985906
Maximum	998100
Range	168097
Interquartile range (IQR)	90701

Descriptive statistics

Standard deviation	48772.53683
Coefficient of variation (CV)	0.05342647567
Kurtosis	-1.360478284
Mean	912890.7759
Median Absolute Deviation (MAD)	46796
Skewness	0.1373984419
Sum	7.565372341e+11
Variance	2378760349
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
985906	42101	5.1%
946801	30857	3.7%
967600	26910	3.2%
863007	22731	2.7%
864207	14106	1.7%
862201	13634	1.6%
887603	12639	1.5%
893106	12316	1.5%
887904	12288	1.5%
932207	12279	1.5%
862108	12221	1.5%
984502	12127	1.5%
937906	11613	1.4%
985609	11500	1.4%
970001	11312	1.4%
989309	11204	1.4%
980003	10805	1.3%
831504	10029	1.2%
864902	9218	1.1%
936903	9157	1.1%
883809	8773	1.1%
860206	7746	0.9%
987708	7243	0.9%
881408	6886	0.8%
892103	6796	0.8%
Other values (648)	482236	58.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
830003	1270	0.2%
830107	982	0.1%
830200	1549	0.2%
830304	1773	0.2%
830709	845	0.1%
831203	1092	0.1%
831400	2285	0.3%
831504	10029	1.2%
831608	127	< 0.1%
831805	219	< 0.1%

Value	Count	Frequency (%)
998100	61	< 0.1%
997502	66	< 0.1%
997108	10	< 0.1%
996904	92	< 0.1%
996603	23	< 0.1%
996302	53	< 0.1%
995808	19	< 0.1%
995600	1	< 0.1%
995507	146	< 0.1%
995403	58	< 0.1%

operation_st_id
Real number (ℝ_≥0)

Distinct	673
Distinct (%)	0.1%
Missing	55
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	2000675118
Minimum	2000035090
Maximum	2002026609
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	2000035090
5-th percentile	2000035530
Q1	2000037062
median	2000038840
Q3	2001930760
95-th percentile	2001933494
Maximum	2002026609
Range	1991519
Interquartile range (IQR)	1893698

Descriptive statistics

Standard deviation	895367.6921
Coefficient of variation (CV)	0.0004475327772
Kurtosis	-1.520544385
Mean	2000675118
Median Absolute Deviation (MAD)	2476
Skewness	0.6922906096
Sum	1.658013489e+15
Variance	8.016833041e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2000038976	42101	5.1%
2000037862	30857	3.7%
2000038600	26910	3.2%
2001933494	22731	2.7%
2001930816	14106	1.7%
2001930776	13634	1.6%
2000035530	12639	1.5%
2000035966	12316	1.5%
2000035564	12288	1.5%
2000037064	12279	1.5%
2001930794	12221	1.5%
2000038950	12127	1.5%
2000037532	11613	1.4%
2000038970	11500	1.4%
2000038624	11312	1.4%
2000039132	11204	1.4%
2000038840	10805	1.3%
2001930534	10029	1.2%
2000039908	9218	1.1%
2000037498	9157	1.1%
2000035252	8773	1.1%
2001930760	7746	0.9%
2000039016	7243	0.9%
2000035194	6886	0.8%
2000035890	6796	0.8%
Other values (648)	482236	58.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2000035090	24	< 0.1%
2000035110	543	0.1%
2000035130	409	< 0.1%
2000035140	284	< 0.1%
2000035162	486	0.1%
2000035176	3	< 0.1%
2000035182	686	0.1%
2000035194	6886	0.8%
2000035212	67	< 0.1%
2000035216	1	< 0.1%

Value	Count	Frequency (%)
2002026609	2664	0.3%
2002026607	1	< 0.1%
2002025667	2	< 0.1%
2002025275	6	< 0.1%
2002023867	69	< 0.1%
2002023505	18	< 0.1%
2002023503	16	< 0.1%
2001933538	698	0.1%
2001933536	1351	0.2%
2001933530	1744	0.2%

operation_train
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.3 MiB

5	783896
71	43518
30	1366
35	2

Value	Count	Frequency (%)
5	783896	94.6%
71	43518	5.3%
30	1366	0.2%
35	2	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	3.054158995
Min length	3

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	830148	32.8%
.	828782	32.7%
5	783898	31.0%
7	43518	1.7%
1	43518	1.7%
3	1368	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1702450	67.3%
Other Punctuation	828782	32.7%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	830148	48.8%
5	783898	46.0%
7	43518	2.6%
1	43518	2.6%
3	1368	0.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	828782	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2531232	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	830148	32.8%
.	828782	32.7%
5	783898	31.0%
7	43518	1.7%
1	43518	1.7%
3	1368	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2531232	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	830148	32.8%
.	828782	32.7%
5	783898	31.0%
7	43518	1.7%
1	43518	1.7%
3	1368	0.1%

receiver
Real number (ℝ_≥0)

ZEROS

Distinct	4331
Distinct (%)	0.5%
Missing	527
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	30857507.38
Minimum	0
Maximum	99964849
Zeros	103858
Zeros (%)	12.5%
Memory size	6.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1098923
median	16176445
Q3	58786880
95-th percentile	93149858
Maximum	99964849
Range	99964849
Interquartile range (IQR)	57687957

Descriptive statistics

Standard deviation	33069699.5
Coefficient of variation (CV)	1.071690564
Kurtosis	-1.047264971
Mean	30857507.38
Median Absolute Deviation (MAD)	16176445
Skewness	0.6796297129
Sum	2.555788477e+13
Variance	1.093605025e+15
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	103858	12.5%
26635687	24074	2.9%
71479207	22927	2.8%
5757676	21249	2.6%
1126631	21244	2.6%
48134187	19665	2.4%
93149858	16551	2.0%
80298858	16268	2.0%
20439962	15072	1.8%
39513543	15014	1.8%
10891709	13478	1.6%
12776421	12896	1.6%
26644096	9576	1.2%
161878	9196	1.1%
5785164	9003	1.1%
14999355	8871	1.1%
1126022	8180	1.0%
186720	7912	1.0%
81213597	7205	0.9%
83262	6929	0.8%
1125399	6757	0.8%
1126648	6583	0.8%
14788090	6563	0.8%
73116035	6479	0.8%
79601286	5606	0.7%
Other values (4306)	427099	51.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	103858	12.5%
18595	118	< 0.1%
44474	934	0.1%
59625	41	< 0.1%
64537	63	< 0.1%
83262	6929	0.8%
103094	1708	0.2%
105147	6	< 0.1%
105182	976	0.1%
105199	2202	0.3%

Value	Count	Frequency (%)
99964849	2	< 0.1%
99863723	31	< 0.1%
99849255	117	< 0.1%
99803052	1	< 0.1%
99769585	1	< 0.1%
99435157	11	< 0.1%
99417515	2	< 0.1%
99415491	555	0.1%
99339028	2	< 0.1%
99332842	9	< 0.1%

rodvag
Real number (ℝ_≥0)

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	64.5564491
Minimum	20
Maximum	99
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	20
5-th percentile	40
Q1	60
median	60
Q3	70
95-th percentile	96
Maximum	99
Range	79
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	15.67728566
Coefficient of variation (CV)	0.2428461583
Kurtosis	1.170603518
Mean	64.5564491
Median Absolute Deviation (MAD)	0
Skewness	0.1729368058
Sum	53503223
Variance	245.7772857
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
60	529466	63.9%
70	88228	10.6%
90	67182	8.1%
96	60625	7.3%
40	43246	5.2%
20	24064	2.9%
93	5572	0.7%
95	5013	0.6%
92	3734	0.5%
87	1642	0.2%
99	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	24064	2.9%
40	43246	5.2%
60	529466	63.9%
70	88228	10.6%
87	1642	0.2%
90	67182	8.1%
92	3734	0.5%
93	5572	0.7%
95	5013	0.6%
96	60625	7.3%

Value	Count	Frequency (%)
99	10	< 0.1%
96	60625	7.3%
95	5013	0.6%
93	5572	0.7%
92	3734	0.5%
90	67182	8.1%
87	1642	0.2%
70	88228	10.6%
60	529466	63.9%
40	43246	5.2%

rod_train
Real number (ℝ_≥0)

MISSING

Distinct	25
Distinct (%)	< 0.1%
Missing	46070
Missing (%)	5.6%
Infinite	0
Infinite (%)	0.0%

Mean	34.05552106
Minimum	3
Maximum	89
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	3
5-th percentile	10
Q1	10
median	30
Q3	52
95-th percentile	83
Maximum	89
Range	86
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	24.79548588
Coefficient of variation (CV)	0.7280900456
Kurtosis	-1.102973155
Mean	34.05552106
Median Absolute Deviation (MAD)	20
Skewness	0.4553154027
Sum	26655665
Variance	614.8161202
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
10	345205	41.7%
52	114636	13.8%
50	61997	7.5%
83	44366	5.4%
40	39007	4.7%
20	34294	4.1%
63	33322	4.0%
58	28272	3.4%
30	27308	3.3%
72	16946	2.0%
55	16125	1.9%
89	10104	1.2%
54	7993	1.0%
81	688	0.1%
57	467	0.1%
82	435	0.1%
56	372	< 0.1%
88	329	< 0.1%
64	296	< 0.1%
53	252	< 0.1%
65	196	< 0.1%
87	47	< 0.1%
3	40	< 0.1%
61	14	< 0.1%
84	1	< 0.1%
(Missing)	46070	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	40	< 0.1%
10	345205	41.7%
20	34294	4.1%
30	27308	3.3%
40	39007	4.7%
50	61997	7.5%
52	114636	13.8%
53	252	< 0.1%
54	7993	1.0%
55	16125	1.9%

Value	Count	Frequency (%)
89	10104	1.2%
88	329	< 0.1%
87	47	< 0.1%
84	1	< 0.1%
83	44366	5.4%
82	435	0.1%
81	688	0.1%
72	16946	2.0%
65	196	< 0.1%
64	296	< 0.1%

sender
Real number (ℝ_≥0)

ZEROS

Distinct	2068
Distinct (%)	0.2%
Missing	527
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	41657844.58
Minimum	0
Maximum	99976605
Zeros	95858
Zeros (%)	11.6%
Memory size	6.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5757676
median	48134187
Q3	69546824
95-th percentile	93315475
Maximum	99976605
Range	99976605
Interquartile range (IQR)	63789148

Descriptive statistics

Standard deviation	33246640.51
Coefficient of variation (CV)	0.7980883514
Kurtosis	-1.431521086
Mean	41657844.58
Median Absolute Deviation (MAD)	32934737
Skewness	0.1044068635
Sum	3.450331806e+13
Variance	1.105339105e+15
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	95858	11.6%
52682351	45770	5.5%
56738657	29585	3.6%
93315475	28720	3.5%
68398528	28571	3.4%
48134187	19891	2.4%
69546824	19634	2.4%
14788090	19177	2.3%
80298858	18289	2.2%
15199450	16342	2.0%
26635687	15229	1.8%
93149858	14784	1.8%
5757676	14483	1.7%
83262	13196	1.6%
81213597	11927	1.4%
28384864	11153	1.3%
12776421	11104	1.3%
55472826	10716	1.3%
73472132	10581	1.3%
186720	8693	1.0%
14999355	8540	1.0%
94421386	8501	1.0%
78465421	8382	1.0%
81195103	7812	0.9%
26644096	7409	0.9%
Other values (2043)	343908	41.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	95858	11.6%
44474	813	0.1%
64537	38	< 0.1%
83262	13196	1.6%
105207	1	< 0.1%
105236	1	< 0.1%
105457	9	< 0.1%
108708	14	< 0.1%
109783	4	< 0.1%
118977	1075	0.1%

Value	Count	Frequency (%)
99976605	3	< 0.1%
99863723	45	< 0.1%
99849255	12	< 0.1%
99835017	1	< 0.1%
99769585	6	< 0.1%
99435157	32	< 0.1%
99417515	1	< 0.1%
99415491	1383	0.2%
99029960	62	< 0.1%
98951282	3	< 0.1%

ssp_station_esr
Real number (ℝ_≥0)

Distinct	701
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	902122.4535
Minimum	104
Maximum	998100
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	104
5-th percentile	840005
Q1	864207
median	920002
Q3	967600
95-th percentile	985906
Maximum	998100
Range	997996
Interquartile range (IQR)	103393

Descriptive statistics

Standard deviation	107582.0709
Coefficient of variation (CV)	0.1192543989
Kurtosis	37.78733846
Mean	902122.4535
Median Absolute Deviation (MAD)	49999
Skewness	-5.433729669
Sum	7.476628513e+11
Variance	1.157390199e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
985906	42273	5.1%
946801	32293	3.9%
967600	27653	3.3%
850007	27537	3.3%
863007	23678	2.9%
970001	17921	2.2%
864207	17329	2.1%
860206	14718	1.8%
862201	14035	1.7%
887904	13786	1.7%
930004	13447	1.6%
893106	13180	1.6%
887603	13177	1.6%
862108	12794	1.5%
932207	12557	1.5%
984502	12242	1.5%
937906	11652	1.4%
985609	11500	1.4%
840005	11491	1.4%
862305	11427	1.4%
989205	11262	1.4%
980003	11147	1.3%
831504	10192	1.2%
864902	10115	1.2%
925701	9463	1.1%
Other values (676)	421913	50.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
104	3	< 0.1%
706	68	< 0.1%
1003	108	< 0.1%
1107	107	< 0.1%
1200	142	< 0.1%
1408	26	< 0.1%
1501	74	< 0.1%
10303	36	< 0.1%
18502	536	0.1%
20706	340	< 0.1%

Value	Count	Frequency (%)
998100	1	< 0.1%
997502	36	< 0.1%
996904	10	< 0.1%
996800	2	< 0.1%
996603	23	< 0.1%
996302	430	0.1%
995808	11	< 0.1%
995507	121	< 0.1%
995403	151	< 0.1%
995102	51	< 0.1%

ssp_station_id
Real number (ℝ_≥0)

SKEWED

Distinct	673
Distinct (%)	0.1%
Missing	6665
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%

Mean	2013704797
Minimum	2000035070
Maximum	2.000800815e+11
Zeros	0
Zeros (%)	0.0%
Memory size	6.3 MiB

Quantile statistics

Minimum	2000035070
5-th percentile	2000035552
Q1	2000037064
median	2000038840
Q3	2001930698
95-th percentile	2001933498
Maximum	2.000800815e+11
Range	1.980800464e+11
Interquartile range (IQR)	1893634

Descriptive statistics

Standard deviation	1605297057
Coefficient of variation (CV)	0.7971858927
Kurtosis	15219.47187
Mean	2013704797
Median Absolute Deviation (MAD)	2328
Skewness	123.3751596
Sum	1.655500947e+15
Variance	2.57697864e+18
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2000038976	42273	5.1%
2000037862	32293	3.9%
2000038600	27653	3.3%
2001930698	27537	3.3%
2001933494	23678	2.9%
2000038624	17921	2.2%
2001930816	17329	2.1%
2001930760	14718	1.8%
2001930776	14035	1.7%
2000035564	13786	1.7%
2000036956	13447	1.6%
2000035966	13180	1.6%
2000035530	13177	1.6%
2001930794	12794	1.5%
2000037064	12557	1.5%
2000038950	12242	1.5%
2000037532	11652	1.4%
2000038970	11500	1.4%
2001930622	11491	1.4%
2001930778	11427	1.4%
2000039126	11262	1.4%
2000038840	11147	1.3%
2001930534	10192	1.2%
2000039908	10115	1.2%
2000036868	9463	1.1%
Other values (648)	415248	50.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2000035070	2	< 0.1%
2000035090	1	< 0.1%
2000035110	5276	0.6%
2000035130	594	0.1%
2000035140	11	< 0.1%
2000035162	189	< 0.1%
2000035176	7	< 0.1%
2000035182	418	0.1%
2000035194	6928	0.8%
2000035212	77	< 0.1%

Value	Count	Frequency (%)
2.000800815e+11	51	< 0.1%
2.000800023e+11	3	< 0.1%
2002036661	24	< 0.1%
2002034347	100	< 0.1%
2002031027	3	< 0.1%
2002030161	1	< 0.1%
2002030159	12	< 0.1%
2002030157	271	< 0.1%
2002030061	1	< 0.1%
2002029881	93	< 0.1%

tare_weight
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	828782
Missing (%)	100.0%
Memory size	6.3 MiB

weight_brutto
Real number (ℝ_≥0)

MISSING

Distinct	5885
Distinct (%)	0.8%
Missing	45731
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%

Mean	3416.781459
Minimum	0
Maximum	12434
Zeros	2305
Zeros (%)	0.3%
Memory size	6.3 MiB

Quantile statistics

Minimum	0
5-th percentile	744
Q1	1640
median	2496
Q3	5985
95-th percentile	6505
Maximum	12434
Range	12434
Interquartile range (IQR)	4345

Descriptive statistics

Standard deviation	2202.639677
Coefficient of variation (CV)	0.6446533686
Kurtosis	-1.290286982
Mean	3416.781459
Median Absolute Deviation (MAD)	1382
Skewness	0.4179188377
Sum	2675514138
Variance	4851621.548
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6246	2663	0.3%
0	2305	0.3%
6261	2274	0.3%
6277	2232	0.3%
6256	2219	0.3%
6265	2193	0.3%
6241	2131	0.3%
6245	2105	0.3%
6259	2026	0.2%
6262	1996	0.2%
6301	1817	0.2%
6272	1792	0.2%
6242	1790	0.2%
6247	1781	0.2%
6273	1773	0.2%
6270	1758	0.2%
6275	1715	0.2%
1706	1683	0.2%
6254	1676	0.2%
6267	1659	0.2%
1698	1648	0.2%
6266	1605	0.2%
6298	1581	0.2%
6283	1581	0.2%
1697	1569	0.2%
Other values (5860)	735479	88.7%
(Missing)	45731	5.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2305	0.3%
5	1	< 0.1%
19	1	< 0.1%
21	276	< 0.1%
22	101	< 0.1%
23	36	< 0.1%
24	221	< 0.1%
25	112	< 0.1%
26	55	< 0.1%
27	49	< 0.1%

Value	Count	Frequency (%)
12434	2	< 0.1%
8999	35	< 0.1%
8998	60	< 0.1%
8997	66	< 0.1%
8993	29	< 0.1%
8988	7	< 0.1%
8987	146	< 0.1%
8985	64	< 0.1%
8981	22	< 0.1%
8972	33	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	index_train	length	car_number	destination_esr	adm	danger	gruz	loaded	operation_car	operation_date	operation_st_esr	operation_st_id	operation_train	receiver	rodvag	rod_train	sender	ssp_station_esr	ssp_station_id	tare_weight	weight_brutto
0	6	8.624092e+14	1.0	62826326	460005.0	NaN	NaN	161170.0	1.0	4.0	2020-07-16 08:28:00	862409.0	2.001933e+09	5.0	0.0	60.0	10.0	14788090.0	460005.0	2.002029e+09	NaN	6246.0
1	7	8.878008e+14	1.0	62826987	986103.0	NaN	NaN	161128.0	1.0	4.0	2020-07-15 19:59:00	887800.0	2.000036e+09	5.0	1126631.0	60.0	54.0	26648885.0	920002.0	2.000037e+09	NaN	6237.0
2	15	9.676009e+14	1.0	62845375	913206.0	NaN	NaN	161128.0	2.0	4.0	2020-07-16 12:50:00	967600.0	2.000039e+09	5.0	13141274.0	60.0	10.0	69546824.0	967600.0	2.000039e+09	NaN	1940.0
3	16	9.795044e+14	1.0	62845052	911605.0	NaN	NaN	161128.0	2.0	4.0	2020-07-16 08:03:00	979504.0	2.002027e+09	5.0	161878.0	60.0	52.0	68398528.0	979608.0	2.002027e+09	NaN	1481.0
4	21	8.630076e+14	1.0	62844311	76404.0	NaN	NaN	161113.0	1.0	4.0	2020-07-16 11:20:00	863007.0	2.001933e+09	5.0	39513543.0	60.0	10.0	26635687.0	863007.0	2.001933e+09	NaN	6307.0
5	24	8.630071e+14	1.0	62846928	986103.0	NaN	NaN	161113.0	1.0	4.0	2020-07-16 05:51:00	863007.0	2.001933e+09	5.0	1126631.0	60.0	10.0	54998897.0	863007.0	2.001933e+09	NaN	6248.0
6	33	8.878008e+14	1.0	62846134	986103.0	NaN	NaN	161128.0	1.0	4.0	2020-07-15 19:59:00	887800.0	2.000036e+09	5.0	1126631.0	60.0	54.0	26648885.0	920002.0	2.000037e+09	NaN	6237.0
7	37	9.676008e+14	1.0	62845730	887904.0	NaN	NaN	161113.0	2.0	4.0	2020-07-16 15:40:00	967600.0	2.000039e+09	5.0	81195103.0	60.0	10.0	52682351.0	967600.0	2.000039e+09	NaN	1687.0
8	55	9.859068e+14	1.0	62844071	861406.0	NaN	NaN	161170.0	2.0	4.0	2020-07-16 07:22:00	985906.0	2.000039e+09	5.0	20439962.0	60.0	63.0	69546824.0	985906.0	2.000039e+09	NaN	2044.0
9	56	9.859068e+14	1.0	62844071	861406.0	NaN	NaN	161170.0	2.0	4.0	2020-07-16 07:24:00	985906.0	2.000039e+09	5.0	20439962.0	60.0	63.0	69546824.0	985906.0	2.000039e+09	NaN	2044.0

Last rows

	df_index	index_train	length	car_number	destination_esr	adm	danger	gruz	loaded	operation_car	operation_date	operation_st_esr	operation_st_id	operation_train	receiver	rodvag	rod_train	sender	ssp_station_esr	ssp_station_id	tare_weight	weight_brutto
828772	4189880	8.621081e+14	1.0	62817036	NaN	NaN	NaN	161128.0	1.0	4.0	2020-07-16 00:18:00	862108.0	2.001931e+09	5.0	97728197.0	60.0	58.0	93149858.0	862108.0	2.001931e+09	NaN	7939.0
828773	4189883	9.245018e+14	1.0	62816723	862201.0	NaN	NaN	421034.0	2.0	4.0	2020-07-16 15:35:00	924501.0	2.000037e+09	5.0	93149858.0	60.0	52.0	68398528.0	924501.0	2.000037e+09	NaN	1696.0
828774	4189888	8.647058e+14	1.0	62816178	986103.0	NaN	NaN	161185.0	1.0	4.0	2020-07-16 06:04:00	864705.0	2.001934e+09	5.0	1126631.0	60.0	55.0	55472826.0	864705.0	2.001934e+09	NaN	6299.0
828775	4189897	9.044047e+14	1.0	62813985	967808.0	NaN	NaN	161128.0	1.0	4.0	2020-07-16 13:39:00	904404.0	2.000036e+09	5.0	1126163.0	60.0	10.0	0.0	910000.0	2.000036e+09	NaN	5610.0
828776	4189900	9.859068e+14	1.0	62814017	862201.0	NaN	NaN	161016.0	2.0	4.0	2020-07-16 05:00:00	985906.0	2.000039e+09	5.0	93149858.0	60.0	10.0	68398528.0	985906.0	2.000039e+09	NaN	1994.0
828777	4189903	8.631001e+14	1.0	62813852	592204.0	NaN	NaN	161043.0	1.0	4.0	2020-07-16 01:05:00	863100.0	2.001931e+09	5.0	5757665.0	60.0	10.0	43830663.0	592204.0	2.002016e+09	NaN	6295.0
828778	4189907	8.630074e+14	1.0	62813340	967808.0	NaN	NaN	161128.0	1.0	4.0	2020-07-16 06:06:00	863007.0	2.001933e+09	5.0	1126163.0	60.0	10.0	93149858.0	863007.0	2.001933e+09	NaN	6275.0
828779	4189909	9.683023e+14	1.0	62827514	862201.0	NaN	NaN	161128.0	2.0	4.0	2020-07-16 12:10:00	968302.0	2.000039e+09	5.0	93149858.0	60.0	72.0	68398528.0	968209.0	2.000039e+09	NaN	243.0
828780	4189910	8.600099e+14	1.0	62827548	76404.0	NaN	NaN	161185.0	1.0	4.0	2020-07-16 03:29:00	860009.0	2.001933e+09	5.0	39513543.0	60.0	10.0	76900054.0	860009.0	2.001933e+09	NaN	6256.0
828781	4189911	8.600099e+14	1.0	62827548	76404.0	NaN	NaN	161185.0	1.0	4.0	2020-07-16 03:30:00	860009.0	2.001933e+09	5.0	39513543.0	60.0	10.0	76900054.0	860009.0	2.001933e+09	NaN	6256.0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows